Top AI Repos — open-source AI, indexed and scored
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
The Enterprise-Grade Multi-Agent Orchestration Framework. Website: https://swarms.ai
| Date | Stars |
|---|---|
| 2026-07-24 | 6984 |
| 2026-07-25 | 6987 |
| 2026-07-28 | 6987 |
| 2026-07-30 | 6987 |
| 2026-07-31 | 7010 |
| 2026-08-06 | 7010 |
Today
— stars today
This week
+23 stars this week
This month
— stars this month
Momentum
23.0
growth rate 0.33%/day
<div align="left">
<a href="https://swarms.world">
<img src="https://github.com/kyegomez/swarms/blob/master/images/new_logo.png" style="margin: 15px; max-width: 350px" width="70%" alt="Logo">
</a>
</div>
<p align="left">
<!-- Main Navigation Links -->
<a href="https://swarms.ai">Swarms Website</a>
<span> • </span>
<a href="https://docs.swarms.world">Documentation</a>
<span> • </span>
<a href="https://swarms.world">Swarms Marketplace</a>
</p>
<p align="left">
<a href="https://pypi.org/project/swarms/" target="_blank">
<picture>
<source srcset="https://img.shields.io/pypi/v/swarms?style=for-the-badge&color=3670A0" media="(prefers-color-scheme: dark)">
<img alt="Version" src="https://img.shields.io/pypi/v/swarms?style=for-the-badge&color=3670A0">
</picture>
</a>
<a href="https://pypi.org/project/swarms/" target="_blank">
<picture>
<source srcset="https://img.shields.io/pypi/dm/swarms?style=for-the-badge&color=3670A0" media="(prefers-color-scheme: dark)">
<img alt="Downloads" src="https://img.shields.io/pypi/dm/swarms?style=for-the-badge&color=3670A0">
</picture>
</a>
<a href="https://twitter.com/swarms_corp/">
<picture>
<source srcset="https://img.shields.io/badge/Twitter-Follow-1DA1F2?style=for-the-badge&logo=twitter&logoColor=white" media="(prefers-color-scheme: dark)">
<img src="https://img.shields.io/badge/Twitter-Follow-1DA1F2?style=for-the-badge&logo=twitter&logoColor=white" alt="Twitter">
</picture>
</a>
<a href="https://discord.gg/EamjgSaEQf">
<picture>
<source srcset="https://img.shields.io/badge/Discord-Join-5865F2?style=for-the-badge&logo=discord&logoColor=white" media="(prefers-color-scheme: dark)">
<img src="https://img.shields.io/badge/Discord-Join-5865F2?style=for-the-badge&logo=discord&logoColor=white" alt="Discord">
</picture>
</a>
</p>
## Overview
>
> Swarms, The Enterprise-Grade Production-Ready Multi-Agent Orchestration Framework
Swarms is the most reliable, scalable, and adaptive multi-agent orchestration framework available today. We provide a comprehensive suite of production-ready, prebuilt multi-agent architectures, including sequential, concurrent, and hierarchical systems. Additionally, Swarms offers backward compatibility with leading agent frameworks and interoperability with protocols such as MCP, x402, skills, and much more.
## Install
### Using pip
```bash
$ pip3 install -U swarms
```
### Using uv (Recommended)
[uv](https://github.com/astral-sh/uv) is a fast Python package installer and resolver, written in Rust.
```bash
$ uv pip install swarms
```
### Using poetry
```bash
$ poetry add swarms
```
### From source
```bash
# Clone the repository
$ git clone https://github.com/kyegomez/swarms.git
$ cd swarms
$ pip install -r requirements.txt
```
<!-- ### Using Docker
The easiest way to get started with Swarms is using our pre-built Docker image:
```bash
# Pull and run the latest image
$ docker pull kyegomez/swarms:latest
$ docker run --rm kyegomez/swarms:latest python -c "import swarms; print('Swarms is ready!')"
# Run interactively for development
$ docker run -it --rm -v $(pwd):/app kyegomez/swarms:latest bash
# Using docker-compose (recommended for development)
$ docker-compose up -d
```
For more Docker options and advanced usage, see our [Docker documentation](/scripts/docker/DOCKER.md). -->
---
## Environment Configuration
[Learn more about the environment configuration here](https://docs.swarms.world/environment-setup)
```
OPENAI_API_KEY=""
WORKSPACE_DIR="agent_workspace"
ANTHROPIC_API_KEY=""
GROQ_API_KEY=""
```
### Your First Agent
An **Agent** is the fundamental building block of a swarm—an autonomous entity powered by an LLM + Tools + Memory. [Learn more Here](https://docs.swarms.world/api/agent)
```python
from swarms import Agent
# Initialize a new agent
agent = Agent(
model_name="gpt-5.4", # SpeciExcerpt of 49,325 characters
Read on GitHub
Kye Gomez · Swarms · United States
1.5k
pliny · Pliny the Prompter · France
258
199
CI-DEV · Swarms Corporation
174
132
Colombia
119
Wyatt Stanke
102
71
Steve-Dusty
71
Adi Chaudhary
59
56
49
Sambhav Dixit · India
39
Open-Sourcerer
29
21
18
13
13
12
4
Would you bet a product on this? Bounded 0–100 and slow moving.
matched fp:6610c5c3942327ec, topic:agents, topic:multi-agent-systems, topic:agentic-ai